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By the company they keep: interaction networks define the binding ability of transcription factors

Access to genome-wide data provides the opportunity to address questions concerning the ability of transcription factors (TFs) to assemble in distinct macromolecular complexes. Here, we introduce the PAnDA (Protein And DNA Associations) approach to characterize DNA associations with human TFs using...

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Detalles Bibliográficos
Autores principales: Cirillo, Davide, Botta-Orfila, Teresa, Tartaglia, Gian Gaetano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4627061/
https://www.ncbi.nlm.nih.gov/pubmed/26089389
http://dx.doi.org/10.1093/nar/gkv607
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author Cirillo, Davide
Botta-Orfila, Teresa
Tartaglia, Gian Gaetano
author_facet Cirillo, Davide
Botta-Orfila, Teresa
Tartaglia, Gian Gaetano
author_sort Cirillo, Davide
collection PubMed
description Access to genome-wide data provides the opportunity to address questions concerning the ability of transcription factors (TFs) to assemble in distinct macromolecular complexes. Here, we introduce the PAnDA (Protein And DNA Associations) approach to characterize DNA associations with human TFs using expression profiles, protein–protein interactions and recognition motifs. Our method predicts TF binding events with >0.80 accuracy revealing cell-specific regulatory patterns that can be exploited for future investigations. Even when the precise DNA-binding motifs of a specific TF are not available, the information derived from protein-protein networks is sufficient to perform high-confidence predictions (area under the ROC curve of 0.89). PAnDA is freely available at http://service.tartaglialab.com/new_submission/panda.
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spelling pubmed-46270612015-11-13 By the company they keep: interaction networks define the binding ability of transcription factors Cirillo, Davide Botta-Orfila, Teresa Tartaglia, Gian Gaetano Nucleic Acids Res Methods Online Access to genome-wide data provides the opportunity to address questions concerning the ability of transcription factors (TFs) to assemble in distinct macromolecular complexes. Here, we introduce the PAnDA (Protein And DNA Associations) approach to characterize DNA associations with human TFs using expression profiles, protein–protein interactions and recognition motifs. Our method predicts TF binding events with >0.80 accuracy revealing cell-specific regulatory patterns that can be exploited for future investigations. Even when the precise DNA-binding motifs of a specific TF are not available, the information derived from protein-protein networks is sufficient to perform high-confidence predictions (area under the ROC curve of 0.89). PAnDA is freely available at http://service.tartaglialab.com/new_submission/panda. Oxford University Press 2015-10-30 2015-06-18 /pmc/articles/PMC4627061/ /pubmed/26089389 http://dx.doi.org/10.1093/nar/gkv607 Text en © The Author(s) 2015. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Methods Online
Cirillo, Davide
Botta-Orfila, Teresa
Tartaglia, Gian Gaetano
By the company they keep: interaction networks define the binding ability of transcription factors
title By the company they keep: interaction networks define the binding ability of transcription factors
title_full By the company they keep: interaction networks define the binding ability of transcription factors
title_fullStr By the company they keep: interaction networks define the binding ability of transcription factors
title_full_unstemmed By the company they keep: interaction networks define the binding ability of transcription factors
title_short By the company they keep: interaction networks define the binding ability of transcription factors
title_sort by the company they keep: interaction networks define the binding ability of transcription factors
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4627061/
https://www.ncbi.nlm.nih.gov/pubmed/26089389
http://dx.doi.org/10.1093/nar/gkv607
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